'Exploratory Data Analysis for load forecast data.'

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LOADING DATA
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Raw data loaded: (35041, 44)
Raw date range: 2023-01-01 to 2024-01-01

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RESAMPLING TO 15-MINUTE INTERVALS
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Data is already at 15-minute intervals. No resampling needed.

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DATA INFORMATION SUMMARY
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Number of observations: 35,041
Date range: 2023-01-01 to 2024-01-01 (365 days)

Target variable: 'load'
  - Missing values: 22 (0.06%)

Feature variables (X):
  - Number of variables: 43
  - Observations with any missing feature: 1,649 (4.71%)

Complete observations (X + y both present): 33,370 (95.23%)

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MISSING DATA GAP ANALYSIS
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Target (load):
----------------------------------------------------------------------
  Total gaps: 3
  Total missing observations: 22
  Average gap size: 7.3 observations
  Median gap size: 5 observations
  Largest gap: 16 observations (0.16 days)

  Top 10 Largest Gaps:
  #     Start Date      End Date        Days       Obs       
  ------------------------------------------------------------
  1     2023-05-23      2023-05-23      0.16       16        
  2     2023-10-29      2023-10-29      0.04       5         
  3     2023-01-01      2023-01-01      0.00       1         

Features (X):
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  Total gaps: 4
  Total missing observations: 1,649
  Average gap size: 412.2 observations
  Median gap size: 155 observations
  Largest gap: 1,335 observations (13.90 days)

  Top 10 Largest Gaps:
  #     Start Date      End Date        Days       Obs       
  ------------------------------------------------------------
  1     2023-05-29      2023-06-12      13.90      1335      
  2     2023-01-29      2023-01-31      2.35       227       
  3     2023-03-22      2023-03-23      0.85       83        
  4     2023-12-31      2024-01-01      0.03       4         

Overall (any):
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  Total gaps: 7
  Total missing observations: 1,671
  Average gap size: 238.7 observations
  Median gap size: 16 observations
  Largest gap: 1,335 observations (13.90 days)

  Top 10 Largest Gaps:
  #     Start Date      End Date        Days       Obs       
  ------------------------------------------------------------
  1     2023-05-29      2023-06-12      13.90      1335      
  2     2023-01-29      2023-01-31      2.35       227       
  3     2023-03-22      2023-03-23      0.85       83        
  4     2023-05-23      2023-05-23      0.16       16        
  5     2023-10-29      2023-10-29      0.04       5         
  6     2023-12-31      2024-01-01      0.03       4         
  7     2023-01-01      2023-01-01      0.00       1

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VARIABLE CATEGORIZATION
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Load variables (1): ['load']

Weather/Climate variables (12):
  - clearSky_dlf
  - clearSky_ulf
  - clouds
  - humidity
  - mxlD
  - pressure
  - radiation
  - snowDepth
  - temp
  - winddeg
  ... and 2 more

Pricing variables (1): ['APX']

Load profile variables (30):
  - E1A_AMI_A
  - E1A_AMI_I
  - E1A_AZI_A
  - E1A_AZI_I
  - E1B_AMI_A
  - E1B_AMI_I
  - E1B_AZI_A
  - E1B_AZI_I
  - E1C_AMI_A
  - E1C_AMI_I
  ... and 20 more

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SECTION 1: LOAD VARIABLE
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Plotting: load

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SECTION 2: WEATHER/CLIMATE VARIABLES
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Plotting: clearSky_dlf

Plotting: clearSky_ulf

Plotting: clouds

Plotting: humidity

Plotting: mxlD

Plotting: pressure

Plotting: radiation

Plotting: snowDepth

Plotting: temp

Plotting: winddeg

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SECTION 3: PRICING VARIABLES
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Plotting: APX

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SECTION 4: LOAD PROFILE VARIABLES
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Plotting: E1A_AMI_A

Plotting: E1A_AMI_I

Plotting: E1A_AZI_A

Plotting: E1A_AZI_I

Plotting: E1B_AMI_A

Plotting: E1B_AMI_I

Plotting: E1B_AZI_A

Plotting: E1B_AZI_I

Plotting: E1C_AMI_A

Plotting: E1C_AMI_I

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EDA COMPLETE
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